What If We Simply Swap the Two Text Fragments? A Straightforward yet Effective Way to Test the Robustness of Methods to Confounding Signals in Nature Language Inference Tasks

7 September 2018

Papers citing "What If We Simply Swap the Two Text Fragments? A Straightforward yet Effective Way to Test the Robustness of Methods to Confounding Signals in Nature Language Inference Tasks"

32 / 32 papers shown

Title
Adversarially Regularising Neural NLI Models to Integrate Logical Background Knowledge Pasquale Minervini Sebastian Riedel AAML NAI GAN 56 119 0 26 Aug 2018
Confounding variables can degrade generalization performance of radiological deep learning models J. Zech Marcus A. Badgeley Manway Liu A. Costa J. Titano Eric K. Oermann OOD 83 1,175 0 02 Jul 2018
Enhancing Sentence Embedding with Generalized Pooling Qian Chen Zhenhua Ling Xiao-Dan Zhu 49 68 0 26 Jun 2018
Stress Test Evaluation for Natural Language Inference Aakanksha Naik Abhilasha Ravichander Norman M. Sadeh Carolyn Rose Graham Neubig ELM 67 376 0 02 Jun 2018
Semantic Sentence Matching with Densely-connected Recurrent and Co-attentive Information Seonhoon Kim Inho Kang Nojun Kwak 57 217 0 29 May 2018
Hypothesis Only Baselines in Natural Language Inference Adam Poliak Jason Naradowsky Aparajita Haldar Rachel Rudinger Benjamin Van Durme 227 579 0 02 May 2018
Stochastic Answer Networks for Natural Language Inference Xiaodong Liu Kevin Duh Jianfeng Gao BDL 43 45 0 21 Apr 2018
Learning General Purpose Distributed Sentence Representations via Large Scale Multi-task Learning Sandeep Subramanian Adam Trischler Yoshua Bengio C. Pal SSL 60 330 0 30 Mar 2018
Removing Confounding Factors Associated Weights in Deep Neural Networks Improves the Prediction Accuracy for Healthcare Applications Haohan Wang Zhenglin Wu Eric Xing OOD 57 41 0 20 Mar 2018
Annotation Artifacts in Natural Language Inference Data Suchin Gururangan Swabha Swayamdipta Omer Levy Roy Schwartz Samuel R. Bowman Noah A. Smith 136 1,177 0 06 Mar 2018
Deep contextualized word representations Matthew E. Peters Mark Neumann Mohit Iyyer Matt Gardner Christopher Clark Kenton Lee Luke Zettlemoyer NAI 202 11,546 0 15 Feb 2018
Deep Learning for Genomics: A Concise Overview Tianwei Yue Yuanxin Wang Longxiang Zhang Chunming Gu Haohan Wang Wenping Wang Qi Lyu Yujie Dun AILaw VLM BDL 52 90 0 02 Feb 2018
Reinforced Self-Attention Network: a Hybrid of Hard and Soft Attention for Sequence Modeling Tao Shen Dinesh Manocha Guodong Long Jing Jiang Sen Wang Chengqi Zhang AI4TS 95 144 0 31 Jan 2018
Compare, Compress and Propagate: Enhancing Neural Architectures with Alignment Factorization for Natural Language Inference Yi Tay Anh Tuan Luu S. Hui 66 100 0 30 Dec 2017
Neural Natural Language Inference Models Enhanced with External Knowledge Qian Chen Xiao-Dan Zhu Zhenhua Ling Diana Inkpen Si Wei 47 217 0 12 Nov 2017
Shortcut-Stacked Sentence Encoders for Multi-Domain Inference Yixin Nie Joey Tianyi Zhou 67 126 0 07 Aug 2017
Recurrent Neural Network-Based Sentence Encoder with Gated Attention for Natural Language Inference Qian Chen Xiao-Dan Zhu Zhenhua Ling Si Wei Hui Jiang Diana Inkpen 45 98 0 04 Aug 2017
Learning to Compose Task-Specific Tree Structures Jihun Choi Kang Min Yoo Sang-goo Lee 63 189 0 10 Jul 2017
Supervised Learning of Universal Sentence Representations from Natural Language Inference Data Alexis Conneau Douwe Kiela Holger Schwenk Loïc Barrault Antoine Bordes AI4TS SSL 223 2,103 0 05 May 2017
A Broad-Coverage Challenge Corpus for Sentence Understanding through Inference Adina Williams Nikita Nangia Samuel R. Bowman 513 4,476 0 18 Apr 2017
Making the V in VQA Matter: Elevating the Role of Image Understanding in Visual Question Answering Yash Goyal Tejas Khot D. Summers-Stay Dhruv Batra Devi Parikh CoGe 322 3,235 0 02 Dec 2016
Select-Additive Learning: Improving Generalization in Multimodal Sentiment Analysis Haohan Wang Aaksha Meghawat Louis-Philippe Morency Eric Xing 68 153 0 16 Sep 2016
Neural Tree Indexers for Text Understanding Tsendsuren Munkhdalai Hong-ye Yu 63 104 0 15 Jul 2016
Stochastic Function Norm Regularization of Deep Networks Amal Rannen Triki Anderson C. A. Nascimento 63 274 0 30 May 2016
Modelling Interaction of Sentence Pair with coupled-LSTMs Pengfei Liu Xipeng Qiu Xuanjing Huang 42 47 0 18 May 2016
A Fast Unified Model for Parsing and Sentence Understanding Samuel R. Bowman Jon Gauthier Abhinav Rastogi Raghav Gupta Christopher D. Manning Christopher Potts 53 314 0 19 Mar 2016
Long Short-Term Memory-Networks for Machine Reading Jianpeng Cheng Li Dong Mirella Lapata AIMat RALM 93 1,118 0 25 Jan 2016
Learning Natural Language Inference with LSTM Shuohang Wang Jing Jiang 96 446 0 30 Dec 2015
Order-Embeddings of Images and Language Ivan Vendrov Ryan Kiros Sanja Fidler R. Urtasun 103 546 0 19 Nov 2015
Reasoning about Entailment with Neural Attention Tim Rocktaschel Edward Grefenstette Karl Moritz Hermann Tomás Kociský Phil Blunsom NAI 60 761 0 22 Sep 2015
A large annotated corpus for learning natural language inference Samuel R. Bowman Gabor Angeli Christopher Potts Christopher D. Manning 300 4,282 0 21 Aug 2015
Improved Semantic Representations From Tree-Structured Long Short-Term Memory Networks Kai Sheng Tai R. Socher Christopher D. Manning AIMat 135 3,118 0 28 Feb 2015